{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ce0ee841-b8e3-4e65-93f5-522fd9088708",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.tree import plot_tree\n",
    "from sklearn import metrics\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "96c37987-af93-4d3d-8830-cd6174e8cc77",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv(\"./data/data.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "4bd8c053-e02e-4305-8b2f-a461c2915ce5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 150 entries, 0 to 149\n",
      "Data columns (total 5 columns):\n",
      " #   Column        Non-Null Count  Dtype  \n",
      "---  ------        --------------  -----  \n",
      " 0   sepal_length  150 non-null    float64\n",
      " 1   sepal_width   150 non-null    float64\n",
      " 2   petal_length  150 non-null    float64\n",
      " 3   petal_width   150 non-null    float64\n",
      " 4   species       150 non-null    object \n",
      "dtypes: float64(4), object(1)\n",
      "memory usage: 6.0+ KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "536253c4-d7fa-472b-834f-ecb0456548b1",
   "metadata": {},
   "outputs": [],
   "source": [
    "train, test = train_test_split(data, test_size=0.3, stratify=data.species,random_state=120)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "eafd2f9c-e042-40ab-a4e6-d85057ff49b8",
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train = train[['sepal_length','sepal_width','petal_length','petal_width']]\n",
    "y_train = train['species']\n",
    "\n",
    "x_test = test[['sepal_length','sepal_width','petal_length','petal_width']]\n",
    "y_test = test['species']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "9e31130d-8069-44cf-87c4-9d9890c8e68b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-3 {color: black;}#sk-container-id-3 pre{padding: 0;}#sk-container-id-3 div.sk-toggleable {background-color: white;}#sk-container-id-3 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-3 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-3 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-3 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-3 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-3 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-3 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-3 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-3 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-3 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-3 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-3 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-3 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-3 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-3 div.sk-item {position: relative;z-index: 1;}#sk-container-id-3 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-3 div.sk-item::before, #sk-container-id-3 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-3 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-3 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-3 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-3 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-3 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-3 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-3 div.sk-label-container {text-align: center;}#sk-container-id-3 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-3 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-3\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>DecisionTreeClassifier(max_depth=2, random_state=100)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" checked><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">DecisionTreeClassifier</label><div class=\"sk-toggleable__content\"><pre>DecisionTreeClassifier(max_depth=2, random_state=100)</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "DecisionTreeClassifier(max_depth=2, random_state=100)"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = DecisionTreeClassifier(max_depth=2, random_state=100)\n",
    "model.fit(x_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "455ef0b9-e97a-4049-a215-d45e8ceb00a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.4, 0.8333333333333334, 'petal_length <= 2.6\\ngini = 0.667\\nsamples = 105\\nvalue = [35, 35, 35]\\nclass = setosa'),\n",
       " Text(0.2, 0.5, 'gini = 0.0\\nsamples = 35\\nvalue = [35, 0, 0]\\nclass = setosa'),\n",
       " Text(0.6, 0.5, 'petal_width <= 1.75\\ngini = 0.5\\nsamples = 70\\nvalue = [0, 35, 35]\\nclass = versicolor'),\n",
       " Text(0.4, 0.16666666666666666, 'gini = 0.149\\nsamples = 37\\nvalue = [0, 34, 3]\\nclass = versicolor'),\n",
       " Text(0.8, 0.16666666666666666, 'gini = 0.059\\nsamples = 33\\nvalue = [0, 1, 32]\\nclass = virginica')]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "fn = [\"sepal_length\", \"sepal_width\", \"petal_length\", \"petal_width\"]\n",
    "cn = ['setosa', 'versicolor', 'virginica']\n",
    "\n",
    "plt.figure(figsize=(15,15))\n",
    "plot_tree(model, feature_names = fn, class_names = cn, filled = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "cbb62945-3287-4546-85ee-ab87d41f477d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The accuracy of the Decision Tree is 0.956\n"
     ]
    }
   ],
   "source": [
    "prediction = model.predict(x_test)\n",
    "print('The accuracy of the Decision Tree is',\"{:.3f}\".format(metrics.accuracy_score(prediction,y_test)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "7aeef11a-a5c6-4dbf-8c4e-783b5e391488",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.        , 0.        , 0.55957837, 0.44042163])"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.feature_importances_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "25fc8d52-b2aa-4fe3-8b93-2c869826a669",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>6.0</td>\n",
       "      <td>2.7</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.8</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>6.8</td>\n",
       "      <td>2.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>1.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>5.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>4.5</td>\n",
       "      <td>2.3</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>5.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>5.6</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>6.4</td>\n",
       "      <td>3.1</td>\n",
       "      <td>5.5</td>\n",
       "      <td>1.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>6.1</td>\n",
       "      <td>2.9</td>\n",
       "      <td>4.7</td>\n",
       "      <td>1.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>105 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     sepal_length  sepal_width  petal_length  petal_width\n",
       "83            6.0          2.7           5.1          1.6\n",
       "46            5.1          3.8           1.6          0.2\n",
       "76            6.8          2.8           4.8          1.4\n",
       "79            5.7          2.6           3.5          1.0\n",
       "41            4.5          2.3           1.3          0.3\n",
       "..            ...          ...           ...          ...\n",
       "28            5.2          3.4           1.4          0.2\n",
       "66            5.6          3.0           4.5          1.5\n",
       "1             4.9          3.0           1.4          0.2\n",
       "137           6.4          3.1           5.5          1.8\n",
       "63            6.1          2.9           4.7          1.4\n",
       "\n",
       "[105 rows x 4 columns]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "19aa3156-e5cc-4bfc-a5cf-f68e2d01fc71",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
